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Ioan Sorin Comsa
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Publications
- 2019
[j6]Ioan-Sorin Comsa
, Sijing Zhang, Mehmet Aydin
, Pierre Kuonen, Ramona Trestian, Gheorghita Ghinea
:
A Comparison of Reinforcement Learning Algorithms in Fairness-Oriented OFDMA Schedulers. Inf. 10(10): 315 (2019)
[c12]Ioan-Sorin Comsa, Sijing Zhang, Mehmet Aydin
, Pierre Kuonen, Ramona Trestian, Gheorghita Ghinea
:
Enhancing User Fairness in OFDMA Radio Access Networks Through Machine Learning. Wireless Days 2019: 1-8- 2018
[j3]Ioan-Sorin Comsa
, Sijing Zhang, Mehmet Emin Aydin
, Pierre Kuonen, Yao Lu
, Ramona Trestian
, Gheorghita Ghinea
:
Towards 5G: A Reinforcement Learning-Based Scheduling Solution for Data Traffic Management. IEEE Trans. Netw. Serv. Manag. 15(4): 1661-1675 (2018)- 2014
[c7]Ioan Sorin Comsa, Sijing Zhang, Mehmet Aydin, Jianping Chen, Pierre Kuonen, Jean-Frédéric Wagen:
Adaptive proportional fair parameterization based LTE scheduling using continuous actor-critic reinforcement learning. GLOBECOM 2014: 4387-4393
[c4]Ioan Sorin Comsa, Mehmet Aydin, Sijing Zhang, Pierre Kuonen, Jean-Frédéric Wagen, Yao Lu:
Scheduling policies based on dynamic throughput and fairness tradeoff control in LTE-A networks. LCN 2014: 418-421- 2012
[j1]Ioan Sorin Comsa, Mehmet Aydin, Sijing Zhang, Pierre Kuonen, Jean-Frédéric Wagen:
Multi Objective Resource Scheduling in LTE Networks Using Reinforcement Learning. Int. J. Distributed Syst. Technol. 3(2): 39-57 (2012)
[c2]Ioan Sorin Comsa, Sijing Zhang, Mehmet Aydin, Pierre Kuonen, Jean-Frédéric Wagen:
A novel dynamic Q-learning-based scheduler technique for LTE-advanced technologies using neural networks. LCN 2012: 332-335- 2011
[c1]Ioan Sorin Comsa, Mehmet Aydin, Sijing Zhang, Pierre Kuonen, Jean-Frédéric Wagen:
Reinforcement learning based radio resource scheduling in LTE-advanced. ICAC 2011: 219-224

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